{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting Pandapower Networks Without Geographical Information"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If a network does not have geographic coordinates, you can create generic coordinates for plotting with the create_generic_coordinates function.\n",
    "\n",
    "###### You need to install the python-igraph package for this functionality: http://igraph.org/python/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "hp.pandapower.plotting.plotly.traces - INFO: Failed to import plotly - interactive plotting will not be available\n"
     ]
    }
   ],
   "source": [
    "import pandapower as pp\n",
    "import pandapower.networks as nw\n",
    "import pandapower.plotting as plot\n",
    "%matplotlib inline\n",
    "try:\n",
    "    import seaborn\n",
    "    colors = seaborn.color_palette()\n",
    "except:\n",
    "    colors = [\"b\", \"g\", \"r\", \"c\", \"y\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We delete the geocoordinates from the network and create generic ones:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "This pandapower network includes the following parameter tables:\n",
       "   - bus (179 elements)\n",
       "   - load (147 elements)\n",
       "   - sgen (153 elements)\n",
       "   - switch (322 elements)\n",
       "   - ext_grid (2 elements)\n",
       "   - line (181 elements)\n",
       "   - trafo (2 elements)\n",
       "   - bus_geodata (179 elements)\n",
       " and the following results tables:\n",
       "   - res_bus (179 elements)\n",
       "   - res_line (181 elements)\n",
       "   - res_trafo (2 elements)\n",
       "   - res_ext_grid (2 elements)\n",
       "   - res_load (147 elements)\n",
       "   - res_sgen (153 elements)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net = nw.mv_oberrhein()\n",
    "net.bus_geodata.drop(net.bus_geodata.index, inplace=True)\n",
    "net.line_geodata.drop(net.line_geodata.index, inplace=True)\n",
    "plot.create_generic_coordinates(net, respect_switches=False) #create artificial coordinates with the igraph package"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see the table bus_geodata has been created and we can now plot as before. Since the function only creates bus geodata, we can only use the direct line plotting. Furthermore it creates a distance between high- and low voltage bus of a transformer, which is why we also need a transformer collection:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fa2ddd8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bc = plot.create_bus_collection(net, net.bus.index, size=.2, color=colors[0], zorder=10)\n",
    "tlc, tpc = plot.create_trafo_collection(net, net.trafo.index, color=\"g\")\n",
    "lcd = plot.create_line_collection(net, net.line.index, color=\"grey\", linewidths=0.5, use_bus_geodata=True)\n",
    "sc = plot.create_bus_collection(net, net.ext_grid.bus.values, patch_type=\"rect\", size=.5, color=\"y\", zorder=11)\n",
    "plot.draw_collections([lcd, bc, tlc, tpc, sc], figsize=(8,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The create_generic_coordinates function treats transformers as edges, which means the HV and LV side of the transformer are shown by seperate buses with a trafo symbol as connection (consisting of a line collection for the connections and a patch collection for the circles).\n",
    "\n",
    "If you do not want to plot the transformers you can use the fuse_geodata function. It fuses the geocoordinates of all buses that are geographically in one place (HV/LV bus of a transformer or buses and buses that are connected by a bus-bus switch):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "hp.pandapower.plotting.collections - WARNING: None in collections is of unknown type. Skipping\n",
      "hp.pandapower.plotting.collections - WARNING: None in collections is of unknown type. Skipping\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f752278>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.fuse_geodata(net)\n",
    "bc = plot.create_bus_collection(net, net.bus.index, size=.2, color=colors[0], zorder=10)\n",
    "tlc, tpc = plot.create_trafo_collection(net, net.trafo.index, color=\"g\")\n",
    "lcd = plot.create_line_collection(net, net.line.index, color=\"grey\", linewidths=0.5, use_bus_geodata=True)\n",
    "sc = plot.create_bus_collection(net, net.ext_grid.bus.values, patch_type=\"rect\", size=.5, color=\"y\", zorder=11)\n",
    "plot.draw_collections([lcd, bc, tlc, tpc, sc], figsize=(8,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Structural Plans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "To plot a structural plan of the network instead of a geographical one, call the generic coordinates function with respect_switches=True."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "This pandapower network includes the following parameter tables:\n",
       "   - bus (179 elements)\n",
       "   - load (147 elements)\n",
       "   - sgen (153 elements)\n",
       "   - switch (322 elements)\n",
       "   - ext_grid (2 elements)\n",
       "   - line (181 elements)\n",
       "   - trafo (2 elements)\n",
       "   - bus_geodata (179 elements)\n",
       " and the following results tables:\n",
       "   - res_bus (179 elements)\n",
       "   - res_line (181 elements)\n",
       "   - res_trafo (2 elements)\n",
       "   - res_ext_grid (2 elements)\n",
       "   - res_load (147 elements)\n",
       "   - res_sgen (153 elements)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net = nw.mv_oberrhein()\n",
    "net.bus_geodata.drop(net.bus_geodata.index, inplace=True)\n",
    "net.line_geodata.drop(net.line_geodata.index, inplace=True)\n",
    "plot.create_generic_coordinates(net, respect_switches=True) #create artificial coordinates with the igraph package"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In that way, the algorithm seperates buses which are seperated by an open switch:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "hp.pandapower.plotting.collections - WARNING: None in collections is of unknown type. Skipping\n",
      "hp.pandapower.plotting.collections - WARNING: None in collections is of unknown type. Skipping\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ef24b00>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.fuse_geodata(net)\n",
    "bc = plot.create_bus_collection(net, net.bus.index, size=.2, color=colors[0], zorder=10)\n",
    "tlc, tpc = plot.create_trafo_collection(net, net.trafo.index, color=\"g\")\n",
    "lcd = plot.create_line_collection(net, net.line.index, color=\"grey\", linewidths=0.5, use_bus_geodata=True)\n",
    "sc = plot.create_bus_collection(net, net.ext_grid.bus.values, patch_type=\"rect\", size=.5, color=\"y\", zorder=11)\n",
    "plot.draw_collections([lcd, bc, tlc, tpc, sc], figsize=(8,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For a clearer arrangement, it might be useful to only plot the lines without an open switch:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "hp.pandapower.plotting.collections - WARNING: None in collections is of unknown type. Skipping\n",
      "hp.pandapower.plotting.collections - WARNING: None in collections is of unknown type. Skipping\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ef42898>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "closed_lines = set(net.line.index) - set(net.switch[(net.switch.et==\"l\") & (net.switch.closed==False)].element.values)\n",
    "lcd = plot.create_line_collection(net, closed_lines, color=\"grey\", linewidths=0.5, use_bus_geodata=True)\n",
    "plot.draw_collections([lcd, bc, tlc, tpc, sc], figsize=(8,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
